{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**For tqdm progress bar to work correctly, before launching this notebook run:**\n",
    "```bash\n",
    "$ jupyter nbextension enable --py --sys-prefix widgetsnbextension\n",
    "```\n",
    "\n",
    "**Or simply run from project root:**\n",
    "```bash\n",
    "$ make jupyter\n",
    "```\n",
    "### imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.neighbors import KNeighborsClassifier as KNN\n",
    "from sklearn.metrics import accuracy_score, confusion_matrix\n",
    "\n",
    "import env\n",
    "from boltzmann_machines.rbm import BernoulliRBM\n",
    "from boltzmann_machines.utils import (Stopwatch,\n",
    "                                      im_plot, plot_confusion_matrix)\n",
    "from boltzmann_machines.utils.dataset import load_mnist\n",
    "\n",
    "%matplotlib inline\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## load trained RBM model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "rbm = BernoulliRBM.load_model('../models/rbm_mnist/')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# visualize learned filters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Restoring parameters from ../models/rbm_mnist/model\n"
     ]
    }
   ],
   "source": [
    "weights = rbm.get_tf_params(scope='weights')\n",
    "W = weights['W']\n",
    "hb = weights['hb']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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cVaNf6E/GEswwY9X1JetrgHZ3BorfP/nJTyS1/cZ1dJKod5e1J/nCOCKhO4vE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S36bmRjUcVaus6Q+lOweNdMus44vpaitqAGxlkk29iaQb7rhm7fvn0tR/WZRPa38eGV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INb3nnnu2nj88PNyUwdp3u6zvDm82IjiiVKh9cjoK+5UZJTMZKOsASxeLGD+6Kg5LR4+hqLBu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YPY8e/69V//9Zk5vQMXOUE2vvzLv/yED7T9FthkPTZ6rjK1l1Hb+56vj1PXHxkPSwmyI/LQ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\nbe6xp5ZdLIZnYWFhYWFh4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X5Swtf6ZbDkRBsaBxgB1qR7N3Gi+vXZO51OZ0tPOZqw0L0r\n9lm/KWhfNyJrjOtEwz7r0+F7z4l7VnitviLw6NGjq3tp0z0/iVqsjSDqc7Xlx7IXXdkkpxXiw55J\neWK+KysFc331W0U61VebYQP97tpzYuUxLqxC/aTGuGYDfSpf0w61Xzq3dF6cj9Mmxqn+cSwfmY6l\n+h5hcJyPwfDsqC9BWfflk1P/orIt0ASvrlM/p8ePH5/HkrFIDFD7lXVrqpWmvyibWrHFMS7vWP0t\ngrNRmI4DDJV2MqfUt+0uLIZnYWFhYWFh4d7jToZn9pGoVWGPj7VZBmQvkqo+HyyMJ3niNwVBI4+6\nv8xa73ndy3zw4MF5BUvrwKoYi+J3q0vWjJUry58VIGml63R1PsbFrwGL1BUqC6JaRerRpJzOnzUP\noNZufUeaxNWn1XP1eaCs28wudaw0gWQj3bpXWy2g+lfBs88+e6XN5B4sl7JD7lntCuf3eqww7aT9\n6q/gf7+Xbas/EoZJHWudzXVpipFaYyyi+kS4puOwqu6tTrP/EKurUS3qsxetpp22ojPmss91q1S+\nPqu/U1kL9Wy7dLx0Lpq/25PAb/8pizZynvrW3wieeeaZK7+gMmuef/1nLqnvT32u6jsysxiObf+4\nVlPJuJYxIYqRn+GeTs2M6gqVYe+9lKFsc6PT/L517/oDlU0u+99oYf8ru3vOcC2MROdyejpY/TLY\n1dHSz+YC91R/35dN9K5VVgygOmM8PD/eL+7fsTkzQ+aAztVNRKwse+lNqnvUaMj5tz6vZdvLZLev\nm+6q/o97WAzPwsLCwsLCwr3HU/nwWH2y2H7729+OMS77sVa9Vq/dR+9+IyvTas/qbF7FW5nWs97/\n9Qfo3rbVZROjdW/w0aNH59WyVXIjvfb2hP3vXupRfxTXnz3rWXDYIpZEV9ssJm3Mkugef9V+Z9SP\noD4I+sdquqrWjYLq3u6WH8Gehd0orUY+1fqqfww/EXj99dfP5a6id/fLP/nJT44xLpa5tsf6+b6R\nM2VmlK2Rc8a167He+Yaom/v6rPbEDGxL76Vu2pOPgDI2Sag+5YejbizM2XI1PpSb1UgrB5TfPZWl\nCSO3lNT9Xlat2l3V3zHmHOd8z2JVrauxM9+r/g/1Z3JNbe9ZNGar4lwG66233jqzJMpbXSGWre9Z\n5uqPhfR7GTD3ntu2LOmerlDnZWPKM4ax3ksAOperTFN9jsqm1K+ovmXQaN0xrhms+vLUx6esQaOF\n+36b4Vk2FrSNZxXzUq0m7xnvlEZEeT59lhEr6+7+rofJ98zVP+uXv/zlGOOiH9To3Zubm/NYMwbN\nNa5NBbsRz32ey4grg3aedy+6y1CfvDK97VNlrS7R0uFZWFhYWFhYWPgvnkppuda61VctPKtcqzSr\nOKv3WjPd55wtJCvBvRwzVuVlKaq9Uqt8KxKGJdOIgHqMs4Lrh2L1SUlZu/i9qrZz/ax+q120FwHi\nOPvs2rLs0oz6XjRfESuj/kHVR+rebdWv5/6rVQltf2OKdaUe+k17KNMWC1JfjNa7+WnUl/VdNoB1\nxcKpn4F2qRXWnFussTKg6up/z8mWDo+oDWNLmdxbu7BEa1G7lzpjadyzir/zNRulV2arDGCvxb9B\n2UQSwuFwuGKgsHFQXxZt3IjB6qKUCZrHZhk8qJXo97LLtebNH9jXGeYCDGzzcfU5pw7e6C3PQaNR\nG1k217lMRpnI+oG4tvmapd+8azO0hbHbqMo9JqrvlL1Isq0IuD02uO+I/m48N3oQ9BWcTqcrhk5U\nZBX9PWfecaCfqhNTtsnYKptWVoXGmP/VpbnalEe2ANG8M/RvI6GxQdVv627JXjaAzklb7Evn6uo4\n9X3t0/xvLJbRvguL4VlYWFhYWFi493gqhqd7dPb+rJC7D9fVulVvNTX29n3nv2sBWsmxjq2Ma112\nf7qWBhwOhytGRr1YKdQrazUrAwbB6lT9rEZrcY1xUfXtir6RT1bbrqH+VvTN11U9izGudRJY0Xu6\nCupdTYn6ZJWZmFfZ7lULtExc8/tAc9M0K/aMMlLOtSetHvrLOG10oevoz0aG7Kl267NGQrmuff+y\nWRgQ7UdzY76uvsD0KLs8OK6JndQnysJy0gaOa+6jGcZ/fR8cW1827dp+qAbJk6J8WKwYKIxWtXDq\nJ+MexkfZYmXaYj4bJVr9JG3Xsdes4/q5ulbzffmHVRFb2/GHLOtQtq3fN5pzvnZ1Vqpi656Ox54Z\n/6DMtcrHuLSdNnBuGYz6b5UVrkYVbEXZdU6oL2X9/spIdq7R31v9p17auYyptlGGZqBvpFyjDqt+\n3Xenspe5bB4/7wF9qk7GXd8rp9PpSo8J62gMYi6rMdS+rM8OlDGbyw3NSQad/7WnsWyHw1pk+fAs\nLCwsLCwsLPwXdzI8W6zL+eSdPDGNxOnqtp73vp99GLpfXouoOZi6n+jeVqW1AGewQK0irS6xJdXf\n8X8tWxZC91OrMjzGhflo7pX6LtkHVZ/uKVuNNzoAZgarGYvVk0aEdqC0ipnTB8qKOfnIRz5yq4xy\nJ83HdP+3Xve1WKpjwcJqZnM4Ho9n5qEaROqn/o1C6djCyBlDyq5szncea6o+QHtWnDHIcqricvtu\njDF++tOfjjHG+Na3vjXGGOO5554bY1x8AvpMlrlRdhYgxrD79rMFWF2gtqNrl1HT/8a/XHKs07IX\nY4zx2muvjTEuDJbn1dhioaqncVMfEGiepC0fkGp4GGPNBVQNpGriaMsn6W05Vtv1f+doa1FZmBJj\nxZxTHw0Wr+PmNmlEizmmEXzGvTKxmrVLFcNnGAv6vFFFW1Gj8/dlvKq3VA2oMa77vkxko7bqa9b5\nuZowcDqdxh//+McxxnVUrGd1TyFfv5T1bdn7jqzeWqOU60dbZuQvf/nLGOMyxzU7PRyPx3PdzCme\n3/o+GXuexUZXV+laXYzR2fdTe5SZBWMO3KO6XMawceGddRcWw7OwsLCwsLBw7/FU2dK7Gq1eTRmc\nrtLqoV8/mq39+Sqw9h6N6lFGuYN6XHPzwOl0ulJx5F/TKIw9b3XaJmUprPZb3zH2VUGrVvnBD35w\njDHGX//611ufysQaYzHRSJrrB9U6qT6PekP1d3zqX1YDS3fe+3ftMnXdo8ZIVD8Fa8SSqY7HXMZm\nyOZzpfzGRPP7sNoa8WAsiYiYs/2OcR3tpuyNFqsq8p5yr88tC9O1+V1gALBx6mQ86AvWWP23tGej\nH2amBGOBGVDePdVzlqFr19drLypqfvbUB9vQc7EVZQZYzmXb6j84jxvlLyPjmPqdiL7Sr/pfm1fR\newtV4da25lLMZXVa1ItPU1my5hgb4zpjfLOilxUv69p+Kju7hT7Pe6yY+WCPpelc7HMen8ZEz+1c\n2ii7Rhv2GiBoVgAABzVJREFU/Nb7eDyej8VEGjPmujKtZQm1Q++pH/t+K7PlftVvqh+p56bRipjT\nn/zkJ6Nwz0bhNRu6MpWVaSRdWcctdq8Rzn2v+74spHGjXbW7382Ld2ExPAsLCwsLCwv3Hk/F8FjB\ndSXX1avVllWp1Zr9NZZsV7HNmzHGZQXMEnKv7mE2LxFLqRpB3QPcQlWcWUSvvPLKGOOy8sWy1Hp2\nHtbFCpglOO9XsqLV2TGvvvrqGONiUVS3opl962+zFQmzp3bM4tnbgwX3qle/77EK815tV/L6odEY\n1SiqtVF/iq18TMDaqUKw8Yj5qX6O8/RJLf3m4KlSuLZ3vD7FELkfTQzlwBx5nraivxrtYkwqA8vm\nD3/4wxjjWkHZ8e6hz2SM11azyqy/tVv9KDxbzfvjf4xIfaT2InDm+qhnn1v34KNQvy19/eEPf3iM\ncWnbRtnMxxpzjdpRbixjr1G2uFF+cDqdrvzBjAn9o/0995iu+vr4fOGFF8YYY3zqU58aY1zaWv/P\n9anGSxXFMY+Oq3K+/sJgbykRQ7WKylr6vVo4ZQGUpZFWcx9pf/OWtqmOVqPsPNfN8u0Z0S6wlX/N\nePPM86n0u2t03qvPYp8pfkXGbZ93be+90J2L6gJ5Prwf6rt6Op2ufJ72Iqiwi80h2L7DTnaOnpnB\nZiFQ7rKnVS9v39Cr8u7Z8i/bwmJ4FhYWFhYWFu49nipKq1lPrYytIuuZ7ner0EZKdc/Uinxexbkm\nq5Hl0IijRoYp4/vf//5b39vjrFrwzGCxAJqXqxEtVuONNlN+q/RGA8wRRo7RJiKllNtnfRWAJWhF\nTIH3SVmF5zrPaP32sqL7FAHQPd2tjLWNqtLGrtVsyNVTqlZQy344HM4WmzYtk+gTM1fF5T2mrloX\nVaR1PsuZtdEoLX3Hune8scg/Z6tu2uUXv/jFGOPSnsZW21fZMKQYgPqtsFB9zvpN2k/flMHYs5gb\nhVk/oY7DLf+y5j+CPW0c/ytrc+4o+8yuVvW4Pmnq1dyALXej8oq5PzE5os98YnbNHb/5zW9u3QOD\n5/wf/OAHY4wLQ1d2cYyLzxqtJvXgz2HcmhONfwyPe7GyzU1PYscdY+y4hjYy7rSxMVF/wjJ6W9F4\nZc2qFF/fpCr/mjv9ruzFrARu7mh0bPWtPEfmkOoNda5sBKnzzefmBuO7dWj71ndoS/1buZSN/pex\n2IgzZeWr12jezmfGsuNnvzNjsWsC79zmyBNd2qwM5lRjeCvP2xYWw7OwsLCwsLBw7/FUSsvFnrd2\n99msrFmhVWy1im9UyxiXlV7zpjQvTNmH6hPUv+RJUVqNRmtkRbOiN/fUV77ylTHGZV8Xw2WVPkf7\n1AeHleJ7FgMrS5tZ+TdL9pOszD2F2y31zTH2ozEaSeZ/+6mzUinLs5EQbUPn1E+m3vkt4/x/r62t\nukddVeJa/9oSg8XSr6aIvvIc2NdnITnPdaqJYzywfFrnuW7NX+XcskuiRlhCv//978cY13vi9efA\ndsyRhMqvXsYzn4/mkNvz0XGvvWdvC2XX+mwqt74o49VntxE6c7mr7bNXn/ob7EX1PA1+9atfjTEu\nvkb8/VzbnGFseI6+/vWvjzEuFi1FamNOVuwxLuP9pZdeGmNc5uUXX3zxVlnkNsM88iPS/3vMxxb2\nounKKLZfjefm+2uU1syyeRaaw679UWVo9XJvbdlM5TM6drWZ8cW/RYSrOcU7oz4+9S37+Mc/fus6\nfLGwbcqEMWu+PgyIOhk3mJQ9Bf/5f8+zd2X9sarxpkx2Icyf2Cp1bqToGJd5X7u6BmazStFVsXc+\n5rO7EXdhMTwLCwsLCwsL9x7/J4an1ndXhPXMb0QFq8Tv9hDn1VojImrZdQVYxU6WQ/eAu9I9Ho/n\nY/aUct2rKsCNbrLqZDGx3lzXKn6Mi7e9fc7nn3/+1j1ZAlbTVtcYLCv+J+2rQ6O0npbx2fJ32vq9\nmhtzuXvPevZX66V6DHt1gFmHp23BWq51AFX5NOa0dXMLVWGXpclSZK2oE0akKqqu3zG7hdbbsY2Y\ncW33ZmEaX6zb+jUo26whU5VXcM36MpWVrE9SWZq5bh0fjtG2e0rKjldGlu6ekvfMWqqrMda2qfLu\nXgbnvTH5NKBCLQKq99a/9Svkl4N9waDMPjxYCKwD1XNRgq6tHljjskx7/fY0UF5zQxXk62tVxeEy\nkjND1+g6c2XHhnt0nu7cssXszMfPKEtpfHnWqz5eFhkLot6YWHMN5u7ll18eY1xYYijr5plz3TJo\ne3PLzIwXjaRyLc8YNtX39QP0v76bNXIc4z2mndQDK1T/X/Xq+2KPXd7D4Qkvv//9U7ywsLCwsLCw\n8P+I0+m0uUpfW1oLCwsLCwsL9x67DM/CwsLCwsLCwn3BYngWFhYWFhYW7j3WgmdhYWFhYWHh3mMt\neBYWFhYWFhbuPdaCZ2FhYWFhYeHeYy14FhYWFhYWFu49/geUXSAvGR7dvQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4da77f52d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(10, 10))\n",
    "im_plot(W.T, shape=(28, 28), title='First 100 filters extracted by RBM',\n",
    "        imshow_params={'cmap': plt.cm.gray});\n",
    "plt.savefig('rbm_mnist.png', dpi=196, bbox_inches='tight');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## load data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(60000, 784) (60000,) (10000, 784) (10000,)\n"
     ]
    }
   ],
   "source": [
    "X, y = load_mnist(mode='train', path='../data/')\n",
    "X /= 255.\n",
    "X_test, y_test = load_mnist(mode='test', path='../data/')\n",
    "X_test /= 255.\n",
    "print X.shape, y.shape, X_test.shape, y_test.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1) train classifiers on extracted features\n",
    "## extract features $\\mathbf{q}_i=p(\\mathbf{h}\\;|\\;\\mathbf{v}=\\mathbf{x}_i)$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Restoring parameters from ../models/rbm_mnist/model\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "A Jupyter Widget"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Restoring parameters from ../models/rbm_mnist/model\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "A Jupyter Widget"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\r",
      "(60000, 1024) (10000, 1024)\n"
     ]
    }
   ],
   "source": [
    "Q = rbm.transform(X)\n",
    "Q_test = rbm.transform(X_test)\n",
    "print Q.shape, Q_test.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## fit k-NN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9712\n",
      "Elapsed time: 438.463 sec\n"
     ]
    }
   ],
   "source": [
    "knn = KNN(n_neighbors=3, p=2., weights='distance', \n",
    "          n_jobs=2)\n",
    "\n",
    "with Stopwatch(verbose=True) as s:\n",
    "    knn.fit(Q, y)\n",
    "    print accuracy_score(y_test, knn.predict(Q_test))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## fit Logistic Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "convergence after 720 epochs took 1930 seconds\n",
      "0.9817\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=2)]: Done   1 tasks      | elapsed: 32.2min\n",
      "[Parallel(n_jobs=2)]: Done   1 out of   1 | elapsed: 32.2min finished\n"
     ]
    }
   ],
   "source": [
    "logreg = LogisticRegression(multi_class='multinomial', solver='sag', max_iter=800,\n",
    "                            n_jobs=2, verbose=10, random_state=1337)  # displays progress in terminal\n",
    "logreg.fit(Q, y)\n",
    "print accuracy_score(y_test, logreg.predict(Q_test))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## fit SVM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[LibSVM]0.982\n",
      "Elapsed time: 337.938 sec\n"
     ]
    }
   ],
   "source": [
    "svc = SVC(C=1e3, tol=1e-6, \n",
    "          verbose=10, random_state=1337)  # displays progress in terminal\n",
    "\n",
    "with Stopwatch(verbose=True) as s:\n",
    "    svc.fit(Q, y)\n",
    "    print accuracy_score(y_test, svc.predict(Q_test))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2) discriminative finetuning: initialize 2-layer MLP with learned parameters $\\boldsymbol{\\psi}$ and train using backprop\n",
    "## load predictions, targets, and fine-tuned weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9873\n"
     ]
    }
   ],
   "source": [
    "y_pred = np.load('../data/rbm_y_pred.npy')\n",
    "y_test = np.load('../data/rbm_y_test.npy')\n",
    "W_finetuned = np.load('../data/rbm_W_finetuned.npy')\n",
    "print accuracy_score(y_test, y_pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## plot confusion matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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NidlxStP2rcu5595HGDVqTKJDKVKsr+VYCkoZ5xa0azmIZRyUmONx78V9AsxP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\nAECnL9Nao6RR+utpAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f06bdd26c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "C = confusion_matrix(y_test, y_pred)\n",
    "\n",
    "fig = plt.figure(figsize=(10, 8))\n",
    "ax = plot_confusion_matrix(C, fmt='d')\n",
    "plt.title('Confusion matrix for fine-tuned RBM\\n', fontsize=20, y=0.97)\n",
    "plt.savefig('rbm_mnist_confusion_matrix.png', dpi=144, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## visualize filters after fine-tuning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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2KOE61i1T3Qr0I1oehdlNIn3aEsw+GlrxvmahFYGZ3balL9gL/maHe8455ySZ\n7UuCcrpc3una38JUkptiEd0W64FYCkYquP3tb59kZGPwL0N/PvrRj04yMkGOf5Ukd73rXZMkt7jF\nLZKMehPEMXrta1+bJLnsssuSjF4573CHOyQZ+3cn4QjTrTZm/CIR0y60H/2IDhPtdfOb3zzJyELa\nkmInYi5ZBwT9K1spOlaPJUUYRe5PrWCoB3khOfPLGLX1luf3Kj5AgCVkS+mW6MzomgGaN/951qyZ\n2VPrk5h9WqWe9mbLnIIRgYVB94F24DpjlTGXjP30zne+M8lWP1qsmYxrxzWyL6xFYMaq5R/FOhhm\nfrzmzrJWZWzYUzRt6H6wpZOtapeBGboWw+h56niK9kre8nlk3aZpvMLp/ZZn4kVg/SCYfdYQ1m4z\ngVxnvLDO8e3mufe+97378oINhsmHoeSXMemYW6zFnv8VS6tQKBQKhUJBWIvhMavg80rOD5E+0OvA\n2gddCNI58cQT96XFLhxppSVFsnO2FQrvsUv1znwerOnObhNpmrI86EEPSjJKz+h6vOxlL9vUHviv\nQRqblgMJgDaz/wZbczkmi89bF/G07GjIlJOzWOKbUB9YGYAE4HPkaf3e/e53Jxn7mvNc/rZkghRK\nmuzorR+yyrl7q03sSRmrAuqBjhkSy6mnnppk1C+izxi/MJW0I3VBmlkn4rslZltXOQ6YY67ZFwlw\nFOdZaTIeKD8SG32IFIbuB+2yinWWJX1Lci3v52aZzb5MpflWvCZL7WYAbGXnsi4C1hKkY/KiDRnv\n9J9jIzmaNvMGyTgZ185XvvKVScZxyzOMR6819rC+iFd60JK8bT1nSzfrMNnib5ZFHDpJ1i2DmYSB\nBK4nbOY6UeDd99b3MrPInGDN9UmEY6aZ2bEuC2su8xe9ptb782Dmm7/NFlF2xqhjZNpnDuPs1re+\n9b68zJayBqP/CIvEfGANpt7Mf8+58rRcKBQKhUKhsIGlRE6zCC0Jh50fkvERRxyRZNxRP+1pT0sy\n7tbw0YJfiGS0CPKZrnej3lnbR4MZkUV2vLagciRXdFuQKJDo73vf+yYZz1nxw8LudaqjhHRi/SbK\nb989LU+yjpU0Tyvfuga0IeUDZ555ZpJRCoX5uPjiizeVhV34Yx7zmCQjE5CMu3t0EmB20NnBezH6\nLz7LtldusBN6MJYGaDN7S6W9kFCwemEcMy5sAYUkjdTmWFo7AcfqYdw4do8txCij/X3MsiDkHuOb\nvnrPe97GBdB5AAAgAElEQVSTZPSWSnu87nWvS5I89alPTbKVbVlm7gGkypbfHTNXXi9m+XMx+9Mq\nn6ONt/Q3VmGwYBlgMkgDJsDsitlYs5OMzSQ577zzkozz9t/8m3+zKQ/egQUwO8h4bsUvnFcvYItI\n6mnP3tZpAbD/1jNKtsZsY92x1RbrV8uHU8vXzTy04nB5jLjNqB9ltI8nxoOtcm2lzHjmtAHmz8wJ\n39Tb3OY229YJtCKQw7qQF+OKcQZgxlnzZ+nPOmYW4/bwww9PsvU0hb5hfWLMUlYzvtuhGJ5CoVAo\nFAp7HksxPN4Bs7tiJ4fWPDtAJEOYEHbi6LSwa7M0Ok3DnkbRzbF0Rt7s5h11tlWHebDnaKRkLI/Y\nTfM3v7wHM2ApLhl3smaTHNXdDBaSOW3PTthxvxYBzA6/b3rTm5Js9bNDf9HG1JN2QQLAamlaH/Sy\naAsknNNOOy3JKNEgkSAdHHfccUlGyc66KKvAukqMN9rM8YsYQzxHe8BEUiakE8cqoq9IZxFJeVEg\n6SDFMj64br9Njj5tSXOq22N9AM7s7373uycZxy7tQHvd7W53S5KcffbZSZJTTjklSduz9TxY6mZe\nUE7rSlhnwrof03HjZ9wv2+kDtfwLLaIfaGsyJF3YQJhR7tP2jEHWUvqT+UGbJ6N1FpaPZjTMJtsK\n0XHXrG83C2YFmQPkZebRumiO00SZYPpZ55Lx28DJASwGedJG1NuMFnmbPZxa0W4Hj8tWxHm3R6sd\nttNVo68oM/1vHznkg57TMqAOlJ20/Q2mPac6m8mob8MazrrH89M00eulTx71qEdtepcyOK6b/RcV\nw1MoFAqFQqEg1IanUCgUCoXCnsdaZulWpMUsFVoN89W///u/TzIqOVnJE4qSo5NkpKqgGTnKah0B\nkZYVqK2svMhxgh3M2X23lbKoz8Mf/vBN9zkCg7ae5m3FWFO/drTmIHR2UMWx1DKmpJQfE3LMqn3M\nQdujSIgSJDTj2972tiSbjy7oHyhp6m7TZVPYxx9//KYyeowtExTP9eTIija0gihHdtyn/hzx0WcO\nLUG9OdriGIL3rEC7DhyQ1zQzZbGZ71QpORnbhPemyu7Q5hxVMi7uec97Jkme9KQnJRmdSz7vec9L\nMo5zqG3G6CpHWjaVdhu2lEeNWQ7iuLadMrmPqDz2Vgl74rAWdm3A0S4Koty3wzk7JMSQIhn7ZepM\nMhnXV4506Wf3T2stXQQ+DvPco62ZQ9SP9c/fEAeyTUYHio997GOTjMc3rLteU6kf89cBKXlumUCU\nHlekyTyifx3I1A4EHX7IwbFZk+ysl/b1d8NuDpYBfcW4sLNS+oL5Td9RRr4TdilAXyfjmKR8/OK8\nl7wwiLASt52dVvDQQqFQKBQKBWEthsfKnZgco2CG1I7DQa7D6KBchhLsVNJCurBjJbvGB+wEub6O\nW3srTLK7pj6kjQRs5U5M71BAtMPCaV3ZDZvJAbQxu2p2uuyq2eHz3rz6muViR46Uj9SBgjH9c+65\n525KBwkRx2Yf//jHkySPeMQj9j2D00JYINoCxVf6iTGDC4Opi/ykbZ6+DOgflBxpQ/KiPkiK9Lcd\nBjLOUdZjzCFZIknyHn1HG8xSoF0WZjhgDBhzLeaGslEW12Wq/AcrR73AS1/60iRjaBGcScL44M4A\nic5uK5ZxvOixyt82SzcD2Hp+VtrACpAOd+Cy2HneIk4/gc2LkZLJG4bDQSgBZWBNYV24053utO8Z\nh4phvcUVBPeZ/+QNq+DAs8uY31vhu8Vuur9gFTBsecADHpAkec5znpNkc8Bd3iF0D45RycNO+Vhr\nrNBv1wzLsAUt9sttxvrMeu3A2nYBAOxmhTqwpjDfzfA4sO8i8LjmXbNGjA/G7FSRfFpW6sTYnLYr\n9aT9CFvEesSazPggDZgg+owTDda5RcOEFMNTKBQKhUJhz2Mlhsdm5OyyLH3Z3BedByRqGAWfc05B\nGpaM+LVZHmlSRnalPo+cB0t2ltBtOs7uk907O13ArnRq9si7lMdmjg4eaMnVAQ/nSbTb1ZMd/Ukn\nnZQkud/97pdkbDtYGNocB4T0OyE2pnoGMDPUHXZl6lxyCp6HVYI1gjVDQlqFHaHtKAtMjk05uc/4\npF1oaxxJfuADH0gyjn8zA9bpIP2dDIjqdrB05hAS1lOyWTfXk1Haor9POOGEJON4eMUrXpFkNHtG\n2kTH5x3veEeSrWFfloHbsBUs0NftHHCe5GfHenZ+Z5Pj7RzULTL37BjRUjRrBPfNInMfFs2BXKfP\n3vGOd0wy6u7wLnpCjBX6z6bOy5r8TsttJtLuRFpOQGkP5hbs/9RlCYwzOqHkaV0k1m3yZP65bKvA\nOoUtJprxB1MB6AuvGaTrAK88j/m+mR2zkosEkzb8jfHpAt81O5Gc9k0yrt1HHnlkkpHxTrbqPZIW\nz7AOMXZpV9Zk6sWp0bLfg2J4CoVCoVAo7HmspcODfgAa9Ow60cdAP4AdNWfJ7CA5r2OHOLUwsltw\nO9yzYzEzPT47XUSPwBKaz3apDztba/tTBtoDCZd2mqZvVoB6ul7ebTuEBH8vI62YLWOXjaUHVlvU\nB70b8vKZODv617/+9fvyQP8DfQ+CHMICIXXCjmHhhMRkiQisY+kEs0N/TfUCktFC7IEPfGCS8XwZ\nVuojH/nIpueRupA+pu79k7Fuq1iWGWbj6AuH4rD0ZQdwdtxl52zTvNDlggGwfgJMV6sMwBaJi9TT\nbMp2wX99fZ7k19K5MesF+NtOD+nXVQL30lZmjcmLNdF5mY1EMp6yq7e73e2SjHOK9YjxyxiiDKyR\nZrLBOjpnDmLJWHBAT+u0MPcYl1gKJqP+hq3OWpacDhILaEt/U+bB+i0GebsNfd3BVSmj2Sc7XCV/\nful/2ok1ju/nMnC7scb4tITvtscw894OCWHtk1HvD70r1tpjjjkmyRiCiDRh+FhrbNVbVlqFQqFQ\nKBQKwlo6POwykS58zmhLBLveZ5fG7p5dbrI1NIRdd5Mm75K2/T34XHcZKyafM7PDtYUIu0ykE8oG\nS0EZpxKGdXGop5kfhwggb4c9sFQ9D9b3gdlhF41lBMEiscIh3AM6GrBMlI37yWg1ggRiXQskPdoI\niY6zWaxVyGMVfQJA/6FHQL/BONKmSEmvetWrkoxtix4FUgkSDEyXxyr9zXzYCessg/6mXWzFYd0u\nysLvvKCzpE0fwQDQV7QXLB7thjQGLH0tY2lnyxFgxsPjyj5VZkmALasc57ld8NBl6uO8zHBYoqd/\n0Jug3xiLF1544ab07n//++/7P+vvpZdeuukdmBDrfzBHKaP91qxST7Ni1MMWobba8Vo7y0cbMOvt\nclpfal5A2UXr6TAd1qEhTQe39Lyk3rSxg4taF4/7Pqmwv5/TTz89SfKsZz1r27q04CChnvesDw4+\nSxuwPsJwT9cWTg/ws4Oez7ve9a4kyRvf+MZNadrfHu3TYu22QzE8hUKhUCgU9jxWYnjY6SF1cNbP\nrtz+Z9jdI3lYF2Sed2DrKniHjaTggHiWMJY965umYcnOkp/9D9iDq72OToH0bIsQ328FNGQ3bk+6\ns2C/KKSJpG5dHqSxP/7jP06SvP3tb08ySopo3GOtM21jvAwjmcHAkSZ6XpzHI4UiVVAv60ms4o8H\naYHzY6Qhxhb9QxmRjLnPL2CcW8qw5RzwmFwHtsKw/oh11jwW7ZeHOk/ZVVtn0Oa0g8cRoG/NEC3T\nZ5aQgSVgWzVSP1t1et5My++/zQDYKzJ/uwyr6JV5LbCFDHpTLZ0XGFDm0dQCEGaS9ZXxx1yzda2D\nRHpMLOOnpuWbyBa8njPAln2zvg3WZzMbYF0U7pOWGa5l4LXT7B9lok2te8V9t4uDylpH0wy310Xq\nBEM+nc/bwXPNHtJZmx2IGCaH7737lvE19eeFLhb1+omf+IlN1wHvML5Z1/jeW3d3URTDUygUCoVC\nYc9jJYaHXSW7cUvI7FaR1tkVs8v1+Sa72emZqs92yZMdHbtIdopogrMbtdfQZfzvgNaZsCV5fq1R\nD3h+Ks3YRxFtY2mx5eV0O0+z88CztB3MG0zdc5/73CTjrpqYaKecckqSUT+H+0gVSKVJcuyxxyYZ\n/ehQTiy62MHDItAejkVjRm8Zpo560raUF+sVrA0oN/5J8DSMRIy0hFRBGc1K2dqFdmUs7iTDY4sa\nW9zhp4V2p2xIY7Z6nFr5kDYMQSt+G0wBZ/Wk4XmxTKwi+8+hfpYebcVoPyQthmv6f7M/1geyrpvj\nJi3q3XVWXpSXfuA6c8nx+6gH8wlGh76Zxiuy/h+Acadf7c2Z64xb640so4Nmv0GkbeamZT1L/anD\nlGX1WuC+tyUTWMf/jr8/vu4TCH+3bH3r+WprNcYYf/MdYxyZhSOdv/qrv9qU3jKwrhPzmrWjxXSb\nZaXsrAfohiYjK/SYxzwmyajDYz3I1rinfVt+nLZDMTyFQqFQKBT2PNbyw2Omh50hu057UuY5dnHs\nQn0GO32HHaEtvPyuffrYy+0yvhaM1m6S3Tc7XUtUSGFYB82y0rLuEXkgtdi/EHmRN8+v480W/xyw\nL8TcISo6OjqUiXr80z/906ayEDU9SU477bQkozUJ7c6ZLKwIlk8tfyT+Xab//C5jiF90evi9wx3u\nkGSM5+NIxYw1zqb5G0nIUqBjEu0GkIyQ8BiDsFZct08g+szR1ZNxLtnCkb/t3Zc+tcUI42UZfQJA\nGi1P4i2mh/q1JO1Zadg60/3l2FnrxOezzkfL2swx9Sxl2/qHNWaaB+ypGTezK4xvW7iu4/PK+o78\nzZzx3LG/Jf89jUNIeT3PPP48Rlreul3mReplPzr2M+T4ez4F4HkYV3vn5z2zb7zPdb4xlOfOd77z\nwnVp1c3fHlugOX4jdeOUhbKyTqITOoUjrV9yySVJRj9C9v3DGu2xuyyK4SkUCoVCobDnsRLD09IX\nsd6N46LY14ytHKZnhOyQkcZJyzGx8LxonRh+vbufB0sVwBYxlBcJCraJ3bpj8/D31CqAXTLSCr88\ny47f5+fUG2l7Fd8uPneGDSCvs88+O0nyspe9LMnYhuzCKSu7b/oVD6/TazyLF2K08h0VveVJe54/\nlUVBmyFNIg1jCQawOjvxxBOTjP2J1EFbv+c979n0SzuiR0HdHZNqJ8GYY5zbf4mtnczkmJ2d6rg5\nLpetlZgPli4tnS+juwNs/WLrHo+Plgdbx9ybhRbra9ZoFXaxBTM3ZqDNTNGGZn4pG9L01A+X2W3r\nc1AP61pYqra+yTK6L17TvdYj2ZulafknmurO2MLLPnGsvzWL5ZuFRXy0AVtXmT2yB2Wzgy3v4/a3\nRt/QJ2Zb+B6yhtvb+yJwGfzdYp77NAGWmLWcuuOZHj1N9HSScc1FD5I4jfS3dXTIg7Sory0lF52b\nxfAUCoVCoVDY81jL07ItKdgJWqKwt2D7aPCOfJqmff6YRQLshC0prCKVWbKzhODzVVte8J6t0ab1\nY+dq9sha6vY0yX37bVgFzgMmDksR9GzQ0YANcLtwdovuTzJq1aOhT/+ZsQNmB3YSlgCRipEyrFeA\nx2jiutBXjG/ayZ60qaMjYO8EzD469o51OqzzYc/jto6Z5anb/cyYs9Wa43ZxfRVLEdDycwKsL2em\nx3N4Ot48xlr+tlqelXdiztFm9kvFnIONpAw8Z4tWM8XJ2PdYZWF15ejh1q9xf1nHaRnY8zWwl35b\nN5mV4vpUR9ExzfwtIO2WR/wWW7MKnAflZC0ArB2sPfaw7zrYgs4MD+85UvmyjMcUrfXKfoscH40+\ng4XBj5l9ECXJL/3SL20qH5au1J95YKYMuC8rllahUCgUCoWCsJaVFvD5eusM0DFbeA7pZerHhR2t\nvbZaVwEmwR5Jd0L3w95arWlvaxazUrbume50HWHd8UhoE0s4lmxXgdvEPoDwpAxbRhnR0UEKZXdu\na61k7BfqddRRRyUZff3wrKNC25PpTlo4kTZS1mte85pN9TnrrLOSjBIxzBX9jC4PkowtMHaS0dkO\n9irrdmNMMk9auhHch3mbpmldJOvu2bKEtOwNdRl43rZYppa1jK20ZukR8YwZDuuqtBhrl3UVmEWy\nLqJ9OPG89eZggqY+kig3EajRk7BvE9Zb6z/tRMw3+0cy223WgP7ivr2ZT9uaa4xZ6z0yvx2v0PVa\nZ77a/xn1sO6JY2e1vHU7Zhbgm2ldTspOPuuwqS20vIH71AXLMJhFvhOsQVO9NZ/yYIVNva+88sok\nW/1MWQds1blXDE+hUCgUCoU9j7UYHmvQ+xzdkpTjRvHLTpDd7PQeO0KkEVufmEXyOe06UpjPeu37\nBo1zS7ScnVvjfiqFUWfyIG0YLSQ86wPtpI6L02a3TZvBcNjzsPv71FNPTTKev07v4eOnFRvHUsRO\nMHPbAcnQ/iZ8Hn4wwhZD9j9j6yXqxvxAQqKvYa+mkqV1mkjTOkrWOzN2Qx+LetlaBdiacV6sHbel\n9cgcM88s2irwPEYnxwwHLKL9EdnTNpaBU3bcTDprif2f7aT1WQv2l0aefAv4bVkAmilKxrrTdtbb\nsl8ez43dgJl367vYEg6w5pjBs9Wev3vW6duJunn8mwHzaQP38d9mn1J8y/BrloztgTWZfT/Zo7L1\nzWwNV56WC4VCoVAoFIS1GB52mz7L933v+NgJ+ux1GvHXO3vH7WpZWoCd2PHaSgGJwiwEUpj9V7is\nU0nYWvn2s7FqrJBlYH0nnxNjrYV0Yl9BjlUzS48AJoEdO3o/LsNu6OxsB9ravlGuDtjO0sTSmPvM\nfpCmTJtZEu65/wHt5/GwDlqedy21owvBrxkgMG0fs8EtPzOtaOg7OUYd9dkMqOPwWVcEVnWqw8E6\n5fK6DVvs2E7A5bW1jdn91poCWzWtn/2cmcHxOrY/WGNgnRx/A/mbuWRrxGlMu6RtQef7O4lF/RXZ\nLw+/6ET69CLZ6n/IVmvW5fTYXXeMFsNTKBQKhUJhz2NHYmltB7MVPu+c5R/B/hrATpyjL4vtJAQz\nQYv4edgNrfpl4fK22rRlOWMdj+n7rei3TrMlVe9PpmcvoNV3bk/70ADzLKpa3o+3y3sdWFoHliYN\n6xfMeq415vbnnLQ/HuCyWaJdJC5Za+5YV2k34TWiBfurMRZhDV3flmfp3cB2Y79lGeY19+qw3rXK\n6D7y346yPgutmHlgp9aYrlWJrusO/h4oFAqFQqFQmKDv+5k7pDrSKhQKhUKhsOex7ZHW4x//+P1R\njv2OF7/4xUmSn/qpnzrAJdkd/O3f/m2S5EMf+tABLsnu4IgjjkiSvOhFL9q1PFqu6FdNB2yX3pOe\n9KQkyRlnnLFWvutiJ13wT/GMZzwjSfKHf/iHO5LewYZf/dVfTZL8wi/8wgEuye7gBS94QZLkt3/7\ntw9wSXYHz3nOc5Ikxx9//AEuyc7joosuSpI873nPO8Al2R38xm/8xtz7xfAUCoVCoVDY89iR0BLr\nwiEYFsFOSd/7A1ensu4U5uiG7eeStNEKCrnd9VY6YLs67s/xsF0es0zybQJq1wGLBpU8kAqZ8wwN\ntnPatmj/7Q9sF/BylmNFm+jz9/4MfbIu7GBuqnxudwE2irEJPNgfytrGsm1+IMq4W5g1dg/0d2Hv\ntG6hUCgUCoVCA/uV4WH3ys4c6WSWuStsj11K74aTs0WxqEOm7cwkk63BTp0GsJQNLAHtT9iF+Cyn\nUHYuaQdauCbYH+VftN/sJMyhJ3Do5pAhdg7H+Gbs8jcmuPuDIWi1O3C7T6XiQw89NEny4Q9/OMk4\n1xyQlL89Fx0GYR3pbVFXCTgTdOgCgmtO2WMcnXq+0n8wzqxLmPJTz1ZQxZ2Eg0SaZaM+NttPRmeE\nuO8nDZy3ktZ243E3pe6WY0m7q7BD1mSsB/PRjgftRsFuUOxochFWxc+23AesOxbMaDl47qpm8Osw\nR4uOD4e1sdPTKRy2xeU1HN5lVRTDUygUCoVCYc9jRxie7ZxlAe/EkcocYC7Zuku31Mi5tAN67gZa\njsocuJH6eLdP2aeSMKwB0iQ7VwfPM1vgvL3z3Qn2wLoarj/91XKDn2yVhp0G/Uf9LYlYgt8JlsBn\n/5b0YCzc1gRfRMpkzFE32oP7SM7UkQCPLTfziwSG3c5iivYmbcYk0rDfo0609yGHHLLvmZ/5mZ/Z\nVK4PfvCDSZJ3vetdScbwIPziDh9mocXOLoNWfR04EtD25P3JT34yydgOBONMkmOOOSbJGPQQxsfS\nJnOQuUo9zXCuAwdBtst92DQYq5ve9KZJxv5zsMUkueCCC5KM4/mGN7xhkq1rKWm6Xg6PYMl9FlpM\nQmvtcF6+znvMJdpjWn6vfaThtdVMltfnZViDFtOz6Fjwe2bCzXQxfxnXizrm24mx2cqjxc7wPNet\nS5ZsXfP4tXPCFiO9rl5gMTyFQqFQKBT2PHaE4bEU7nNYJCjvai3xTi0O2EUifVjqdhCy3ThbdT2Q\nLqkPkoHZCludOSBaMkpPDqHBjr4VmsGSkPVGVoGlgxYD0mIowHTHb8mHX+ph6X/Rs+ZVdvY+y9+u\nbPQzEjL9TZm57oB/SOOMB8Yo7/M3fb1M4NTWPevDXe9610syBl1kLHKdslIH/DRdfvnl+9K85z3v\nmSR561vfmiT5lV/5lSTJAx7wgE3ldRDOz372s5vK5nZah330mmEWjXlDfW91q1vNfD9JDjvssCQj\nO0Ibev6Sh//2emCmcxl4rtFWsGXkwXpw6aWXJhkZrNve9rZJNuu4ELCXcn7gAx9IMvpgAeg33fKW\nt9yUJ2PELPI8bMfs+DnmovU96F/mEgGnp2X4/Oc/v6l8tP8Xv/jFJKMOGmOetGD53J/W8ZlX7tb3\nxeyx62V2rPUNtKWymVvry5m1A2a7ltF5bVk4tkKTOEj2vKC0jFN/t7xGcJ/nvUby+853vjNJcuc7\n33mhuhXDUygUCoVCYc9jRxgedpOt4JK2VuG56173uknGXdxUSiFN9B+QcLiO1AzYxVsvaBXpy4EL\nbYVDmuxc+dvnsd7pTnf5SL8A6YQ82JlTBqRR8nL91pGeW3oy7Nzdb96Vz4Lrbr2glg6Kd/CWgJbR\n5XEeZuRoO7OFlvxgD6gv+iO2MuQXyZnxTD6WanyOPY+la/kEaulu3fjGN04ySu20L3orV1xxRZJR\n6kUnJBnnFvoi1IfyH3fccZvy5D5juOW/ZxlYH4C2pi3pE6R91gn69uY3v/mmMkwlZ0u7XjP4veqq\nq5KMc5V6ul6rjEkHD6UfyAM9I55Dx4p6feITn9j0C2uRJPe9732TjIwb9TjxxBOTjOyQ06TfWWut\nu7OOnqRZT/5mTJlF9Zya1g8Gi/H50Y9+dNO7lJ+xQd+TNzpNDqS7yhra0jnkOnlTfvqbbx/XaWMz\nQbxvBpN2MbsCbJlHfstguzWHPOhL6zLOgy22SYvx4JMMM19cv/DCC5MUw1MoFAqFQqGwDzuqw8Nu\nzed0ZiXYEWIlwP3pLt4WAkhZtvRiN49UTlrs3m0FsQpIG7Abtb4ELAz3P/e5z22qC2WapmnpnjRv\ncYtbJBl36KTlXbd1gZaBmR2XpcXs2Mur6zJ9xmezlo5n+dlItjI+ZkUWqZf1hQBjxmf3ttax1OVx\nbBaOdqAPr7zyyiRjv3OdupEudWdeTOF+5W8YTX5JA/0L69WQtyUnGKDb3OY2+/KAXXj0ox+dZKtE\njH+XG93oRknGdoM5oH3RlZnn9Xg7mF2FRfJ96gFspTZlsGyVh/QI04Gui/3wmKW0fsUia4yZHZgp\n2tTS9P3vf/8kY//xN/1KWWFxknGcPvjBD95Ud5gR9H5YUyg/Ywnghwn9rmXYcrN8sGj0B/XhG8DY\noS9YU5lb0/qxzjL/vB7DktG26CjBCDFeXd9F9Dyty+Pvjk81vIZ47tu3lXVYeJ4y8410+sCMGCzX\nIgxPyyrLdeZvs3Atq7d5zLXXWs8xf99cRhjORVEMT6FQKBQKhT2PtRieln8aa9xbL4VdMJITu7bp\nOZ293aKtj4SAZMAOu+WvxmesizAhfgZpA8sP8kSapr7oRVBfJGN251NLGCQa9EFIAwnWOgtuo1bb\nr3MO3WLDWjonbusp++KzWbNGLretNlyfZZidVrnNJlF++sC6ZvSBWTWfWdtDL+WAMXA6SG1I9ZTn\nJje5ybZ1chpI7/jEwV8JY446Wy8JdobfO97xjvvyeO9735sked3rXpck+cxnPrMpbyy7kNrJC8nb\n+nW2SJkHz1szNdSbtj3yyCM3lfnNb35zklGy5WyfsiajpE/bXnLJJUmSd7/73UnGcWCrLOrX8p01\nT5J1P1Ivygmrxppy+9vfflN9/+RP/iRJ8pd/+Zebrt/61rfekhdsAeXEkgXG0daj/M0YYq2FGVlm\n7TQL4PUL9oU557UDdtBMxZRl51nKS16HH354knG8wmjBljNuzc60rIvm1Y/+49vgMWMm1XHNWv7T\nGEtmT2xp6j4xW0xdGLOLoGVlbb0kW6BZr8jr5JQZ9NrKM9ar87hofd+mp0KLoBieQqFQKBQKex5r\nMTyt80bOhtmd2Zsu0hq7tlnR0rnmM09gqQo2BemG81t7qFymXj7DR0Kyl1rKivQC+8Tu/6STTkqy\n2ZstaFlEcN0xgihLK5bOMvU0+9WK22MdFe/wW74gpmmaoWpZq1CmndTBMqwDYJ0z+1fhPjoC3Ec6\noZ8Ze2Y6aS+YD1gY7nOOv0jU7pb1G1I5fzN+KDtMAs/BJsFuXHbZZfvShH2kfPg1gcGk/ZDSW3pE\nlGEVVpW2p40959A5Ik/YqFe96lVJxrkGc3WPe9xjX9oXX3xxkuT9739/knFe27qU+lEGnrOF0SKs\nastzNAwVPo5oc7wlY4HktrQuI+8n4/rzyle+Mkly3nnnJRn1fqgnbUJ9md/05zLMnGGmhznDt4G2\nZU6hY8LYY47w/lQHy/EUWft9nTLQhtSf52DHlvHVZj0+rx327dXy8UMf0d9mE81CtxielgW0GfOd\ngD8PqmYAACAASURBVNvXJzf8zouT6LG0nadpfz/Mtt/lLndZqg7F8BQKhUKhUNjzWIvhsZ8WWz94\nt8p1+72wr41k63lhKwK5vTRTFiQJpM1VpBQzFvYFQBmR0pCEkTaRJIlFdK973Wvfuz7DppycNyON\n2HKH67Z+gGVaxVrLu2r7SDCTZanBzyfj2KANLYn4zNZsk/XAlrH0abWBY2KBVlwfl5Hr6AZYl8np\nwqpwnbqjQ2L9hll18zX7DrIvJCRppHRL0NQVBsEs1fQaYxT9GMB4R6eNGFuk0Yr3Ng+up72aM86Z\nJ/x97rnnJhktimhj/BA94xnPSLJ57n7kIx9JMs4l2gTWy1Z85NWKCr9I/YAZOPJEd4/6nHPOOUlG\ndvj0009PMlqjoY+CLhPsW5K88Y1vTDIy6bYShKE7+eSTk4xjCZ0YnnOZV4HXKXSVyAN9G7OdMB6s\nC1MdLOuQ8Q3ACzW6R7BE9P3tbne7JGPbW69wkXqavWj5h7FvOerlNdSewlsWooB5bAbE6yp/M18W\nQStigr1jt9Yre5Bvfbun8DfGpwq2CHN7TL+pi6AYnkKhUCgUCnseKzE8Pj/02Z59r7TORn0ube/D\nySipsrNl105e7JjtadmRr5dheLyDRR+I3SbSGD4ATjvttCTjOfqpp56aJHnJS16SJHnLW96SJHnt\na1+7Lw+kfCwL+NvnoPZHg0RhfZJ1pDCf/5plse8XMyE+X57+38+2PGC7ntt5Zp4FSySwA24j6tGK\n7UbZLV3S5mYVGYOwijBJjEHy59zekqmtu1yfadlttWYvzo6VRdp48rUPJQAbNU2L8nIPZoBfrA5p\nT9rLUbhn1cewLhd/04fMOX7R9SDeFzo7d7vb3ZIkT3nKU5KMY5N4UsnI8FBeW4BSXxgu8rT0bCl8\nET0zykOevIvFHmVjntNveMh+29velmRsJ5isqRUTaRMT7a53vWuScXwyHmFX3A6MS6/ji6wx1odh\nnDHmYTSoL3qPtCllYK7ZwjEZvwXo7jBeYRgdu5Hxybi1rx/H9VukftY73c5ayJ7iW5Z99ixsP2TO\nh/bk1+smfThvbLb613m3mB77pWqNgek7LUvu1rfIeflkZFEUw1MoFAqFQmHPYyWGx9IluzIzAPaD\nwq4OCdBn/dPzOTMaLb8u9tIMA4SEMMt7bQstTXAkPVuboQOANQRWHI95zGOSjAzP2WefnSR54Qtf\nuC+vs846K8ko+SDZtNgy/KXAitGGi1j2GH7GPiFa+lO05XZ+e5KtPnp419KwY8JYwl/Fr5ClAfKC\nqaMfkQQpI1IyEol1e5CMbZXmqM1uJ/rOHpt5znoAi9SNdkJKpewwhTA8jFGzVvYOPp0n6JXwyzPo\n8qCTxlikPrSnx80yVjC0hctJ33nsUkasNWBZ0XWh/ugZJSOzQb3oV+YgUqOlTVv/LOJ/xzBDhx4U\nbYqOC/0Ji/ymN70pydjmxx57bJLk/PPPT5K8+tWv3pcH78AOoVvIuKXePIceEGunmZ5VLCStY8kv\nzBysGf3NOsjcw2rQjECydX2mX2CLqIe9NcNwMTZasRHngTztg8r6e/a87G+gdS5bnum38zwMvHbP\n0qtcFLPafHq9NY+tE2X2Zlb5ttPzcXsAfycXRTE8hUKhUCgU9jxWYnh8joaUZf8NPhu1RGx9gql1\ngH30eNdpSwrrE3Gmz3uOmzILLR8A7OIddZczf6QR9Ale/OIXJ0l+8id/Mknyi7/4i0mSpz/96fvy\n4uwd9oeYOEgf5IlUwt+tHfsyUpilB2vIm0Vr6eE4Psy0bC2dDPdji9mxr5/tpItpOT2ukPQoNzoA\n9CdjyZGHScd6YaRnL8CO58R79usDYwhLZ4+9i8AsFWna5w/SOnmhO0HZKBPPJWO7ICnDrtjijvu0\nK/PXUekXiSruZ+zzCVbC8x2GhPhQsBrMSeYP7Os0bcY9lpGOgWarM/qZtlrGOgvAbJAG3p1hW9Dp\nQ4+IesFeME/udKc7JRnHwXTs0beuJ/1Imx199NFJxv7GJxNtC/OzjA4PYEww9rEAo2yMEcpNGRif\n1lWEqUvG+Yu1JLpkXjvQpeN5e+VfxUfNEUcckWRkzVgT3ve+9yUZY35hSWa2179mNL32zPJWnIzj\nwGPQ66NZ6llo3Wt5rrd1otu1pac5TZPvsXV5zAi6PrxPO2ORt+jYLIanUCgUCoXCnsdaDI+9TLL7\nsgWRdSL45T3rr0yvIaly7s5O35Y3llR9prkMWhrhlJfdKCwNZbEPhpe//OVJRr88D3/4w/flgQUF\nab7jHe9IMkqRSILshNEDQarxGfBOWGlZr6YV9Za2bvmpmfVMyzcLY6MVM8ss0zI6SrQtUpL1wmB2\nuE+/WdrgPfqG67AHtiiC+YBVsS8Z0vG5/jL6SqRlPRnYCXRCjj/++CRjO1J3WFlbdSWjxIa+BWnT\nTieccEKScU7isZj2c9kW0d0BzKGW12/KacYHKZ8y2cP6LAaLdYpyM9fMBNpHii1El5l71q0CJ554\n4qbrjE3a1mVBwsX/zlSaZrzhd8bMLGnjhwdPxFi4wcaswoC4ry3l02bUh3rAzNFP9K8ZgGTscyza\naH+YK9ZKWDHypJ+t17mMngttQt7EOHv+85+fZBxDtuyDgWXs2SqV9+zF2GW252p/31p6qKug5RPH\n91snBbPWNe6x7rfq43fpf8rCmKXPF0UxPIVCoVAoFPY81vK0zG6L82f8IiDZsku1pM2O21ZeU2mA\nHR07fXb+SKxEE0Yy+Id/+Icko3RNHsvoRQD7MLAOiz3Rcp5r3SWkAKRudHymdT7uuOOSjGfZnN1b\nL8IeSNkhWwJeBC1dJdfb9bfPl6nvD8Mega3XYT9JtnJAErJuzzJn0ZZsydP6XGZy0HUgb87tXUYk\nSXtfNatgidLeo5exqLDFEHWC2UCyZPxTl8MOOyzJyEpaF2aq4wLrQzuhV0H5YBA4P2cOMnaRrNGN\nWUUHxJZwXiuYW6w16GuQF/VnbWKuJiO7QD0duZy2oS3tBdxWPcswc37WvovoB9revmZYD2kH6jVl\nQPD7hY4OYwRfPsSQYm2B0aGtGLf04yqwLyz6h7aGqaZsjGfWC5gudLFgq5LRErHFKMAWUH7r4rX0\nQxapD8wC7zLGqadPGqgf6xm/vG99QGC2kbJbBwhQ99ZavgzM7LSseh0b03EvWfemY5M1lG8HaZGG\nrdC2K8OyKIanUCgUCoXCnsdK26RWhOZWhFizEEhY9jY6ZXhIAykSCYEdNdYM7AyRkPBHwY54Vtrb\noeU3hLNv7pO3z2cBZeCckfPqZDybpw2Q5EgTiQFYcnVZV/FXY6anxfi0+hUphOvT+iO5ICWbRaHe\nsGOW4M2WrHMWbasa65q4v+0VFkkYBoB6U1bqimTZ8g1B+ma5bA00D5TV49ksJPOF55BMWxZV01ha\n1j1yXB70zehvrqPTZH2DRRie1jh2tHdAGzse1jSqdjIyCdM+IU3PXzNWZtwYF/Y3tszaAhiLrIWw\nK6SJdZZ9NlnnDcuqqcRPOfEubatEmEny5Dna2Osz7TQPnt+0sdkiGCzWREee5znG4G1uc5skm63Q\n0E/DtxJtZU/AjulI21I2e0tepH7U51GPelSS5Nd+7dc23YdFg8GgLZ2O1yDmpT2gG/b+zppDXVbx\njr0dKJNZIzPowN6dp98s6u357j7wd8Br9KpR4IvhKRQKhUKhsOexFsPjXRo7OXbBtqSCIWGXh34B\nz02lTHbpSKb4NcDbK55VzzjjjCSjdObz3VWstCwtUy+kRDMb1AepBNgXyrR+vIOUhcTtM16fP9uD\npz1VLrKjb3lntgQEWp61ydtSTDJazVD3+93vfkmSM888c1MeMFuOSeMd/So6StYNs84G4855UB/6\nl+c8bulPxjVjzxZRSHtIr/aWbQ++82BrBUCZKQPjhV8srqgD0cXRIcNv1bRetJfLhZ4caSJJm8m1\np+JFYKnRfWHrLY8bGB+kTLN103coJ8yG57cjXTMOgD1vLwJHBScPRyqnHy+++OIkyYUXXphk1MGC\n5cD/y5R9xVsz688jH/nIJFv1hGBfbUVLWquwBS0rLXTMaFvmgC2oeN6ew2HqkpFhJK873vGOSUaL\nNdKCuXPsPBg8x6FaBI9+9KOTjG3BXOC7xJiwpaKtkszU2oLZ67v1Xu3l2/587PV4HngXdpT1jbw9\nj+3bpxWva5YlmedeS1fHbJ33GvTtskxWMTyFQqFQKBT2PNay0nIkW+9GW2eptiRhtz+1pGC3yZko\nu3feef3rX58kedzjHpdk3Pk6Jgvnz8swPd4tOuKvvYU63pd1Yajf9KwTCQbJjndbnjPZLVvzHWlm\nnbPaFuNjT8r2iWALi2nZqd9zn/vcTfdaEXlbea+jw9Pyw2PmwnlaCmHMWTo1mwKwpIFtYAzal8x2\n59Bd182NoJ5s9XZsqx6YAMqIhQ7SPuNnKpnTPrQD7ClpMjcdJwhLMOtKLaLj4rN8s6yeF1y3d2vm\nOX1FPVlzpuWETUHitz8eW5lSBtJiXC3jx8XWS/QXTC9jjTwoP0wpuouMHe5PGRDGG+0OC0S9zBrb\nGgurRNacadttVy8zC/w6PhvXyZu5hH4R1llmwKbPwkqy/ric/E098R9lb73L4B//8R83lZ80sBqk\nPx2PzSwu7UX97J/HTCZlZizaEz1/2wu+GZNZMAPO2KRurDEtJsx5OcLCVH/OPt783TODbZZp1Rha\noBieQqFQKBQKex5rMTz2S8OODknC5+ucDfo9zqWnu1DHCkKyQXr2eaw9+nqHuMqO0Brx6DaY0bC1\nE+/BcnhXPn0HtsBnsNa+R6q2jss6VlqGow/b4zCw1GE/JskoZSJFY1Fhr9TcR4qwlYfjMS1TT/qn\nFWHYvoIA/czYsyUQloLol5hVdPqWqOkznm9ZZvR934yKbMtI+gxLKXw+Mb6QrGFKkUStQzEtHxIy\n7YcvFNrFY5E+pz6OnTcPthRkLJnhsL4YZaOe9tTMGJhaPTKm7LXdzJbnInnbUmQV9pE0WRNJ2/W9\n//3vn2ScH/buTryrqZULkrl9MwHWEtZpWD/6zRZ99tk0D5bQYXDIk3rZX5qZXJ6DwaN/k5EhpR/R\nF4QlI2/qw9hnDKC3RhmW6T/yop6MebMj9jRv6ywzmIAxZS/wji3Hr3XBWn5r5ukH8g7+togCwFhk\nLtqDvf1Seb0D03HjeU77tLw4W5fTz9PHi1jaJcXwFAqFQqFQ+B7AWgwPYAdnCwv740CKsafSWf4Q\n7FfAniu5jgTBjhAJl/e9g14G1gj3zpbdJZIUu25Hwp0lGfGMLYZgPJD87IkSqQxJbxkp2vD5sj1l\nWsfFlmNmeKaAzXjiE5+YZCtrgpUdZ/P2yOy4ZauA8pI21im2zqIvkAQZt0jGSMy2nHDfwZqQn3XX\n+EWyXISda0W2J0/GA3OLvxn/Rx111KYyoWtgq6CpBSHtQNuTJxIg0qR9yDhOkqW4RWBrLMaL55rn\nlsuKngd5Y1GWbI2NRR5maJFwrZNnRmgZ2L8I5UcHh7xZ72AT/8f/+B+byk46rBNTT9mkPdXrScY5\nyfijPx1VHFD/dfTnaDvWacYncwfmnv6jbJSdufia17xmX9q0+2mnnZZk1FGij/FNhI8vxjqxwxg7\njrs4Dy3rM/sRalmybsdk2CLQ+TK3bFlmvzataOnzLAlthcjcccR2r//AZZmnd9nS4Wzp8vjbw3OM\nm2VPNorhKRQKhUKhsOexFsNjZsAxNrz7si8ZpLZZ/izslRbp2bb/7Pjs18GS4iqwZrjPDUkbiYE8\nkYx8nsrOORklGetSYJUGaDPYBuptj8ureNY0e9I6g7V2PvW3VDKVTrCEoQ2wvoAto54+R1/Ummse\nHIEYXQ3HhkKiNaPB++iHITnaF4a9RZM+EqjZR8f6mReLbDvQJ0hwjC2uc+5uH1e21GHMTq2dGJP8\nwprS79SD67CN1Me6PJbSZsEWcfQNY8x5u/6MK9YB6uvYTMm4XtF/vMNY5B3Hd7KH7Jan8lkwS8RY\no+0ogyOxUybagza37tvUGzK6VvQHDCV/Mz5pW/S6sMazp+Wp/syisG8X2p+2Y43kl7WVssBM2gdW\nMjKKRJi3pSt+iGhrvDV7DV0HrfWJPK1zY7RYZr/Pc/RBaxy15lbLR84UZh0dr80WZf7u23rXelzT\n70yr3LaUbbHfPLeM76QpiuEpFAqFQqGw57Ej0dLt7RfpBAkXSQGwS+Ps3L4zpmn6PNDxnJDCfYa/\nE7COkRkRe7tEemGHbLZp6qnV1gk+a3W0aPs82YkYU6B1zmwdGO/KrWcz1dVoWXagg8F1SyA7WS/7\nvXEcIktTMBqMVyRj9AnOPvvsJKM0jcR47LHHbvp9/OMfnyR5wxvesKk8tmpa1LJgCrMJtB+eXvkb\n3Q+YNUtn/M2YZMwmI6tIvDfKDWsCe4SFkH1gWResZTkyq14tnTQYDeqHxEvf2erFfqqmbBrlgnWg\nH2kLsxPkBbNAWsuwxy2rHNYvW+fQ5ngVpiwwp/QXY/VhD3vYvjR599JLL92Up335cB1Whf5j7k71\nuhaF62drI5hE2p45Rv3oX+Yckd+x8kzG8UWa6C9RftjOI488MslWj8v2iL8KWv5uzB6Zifc3D1An\nGDvKytrFmGt5Wm9dXwRmmWARmQ8+PfBcbcUqs2+m6f89T522/fTs1He9GJ5CoVAoFAp7HmsxPN7p\n2TOpz+G47tgtlvaTreeEvOuzbe6zA25pq68D+1wgLyQH78p9vujYVMlWb81IbNTTnlbN8Kyykzda\nrJgZO2C9KOtoTPvPek7+tQ6GdTR2AvbeS33xpYEkSORm/HMQv8jebM8666wkozRNlGb6HUaEcQHL\nQhy4lh+LZeA0rPOBDxWkdsYV7BWSNJIjEvaUXaUvrJMEzKqgA4U0byZtlfo5grw9ylI2pFAkZ1up\n8f7Uiztp0zZeQ2xNx99YRDF20d1aBrZgpT6UBZ845EV9mO+MRfs6mq45MDuer7Qh9af8MCSe1473\ntAjM8pMGbUxePMeYYbzSj8zJv/7rv06y2dPyne50pySjbh1tynx+8YtfnGRkz7Bws/7aMtjuu2I/\nO9bvdMwsYK/k1kkzI9vS1Vzne+D1Hos469ja95t1f8yczyqTY+B5L2C2yN+Ddf3NFcNTKBQKhUJh\nz2Mtcdq7XViJlkTAztDWMLOketJGurRk6/NCxyRZxWrJcBqcgZuVsC4P0o0lpmk9pxJnMp5pW6fH\n2Enmyuek1p/webwtC3x9qqNkCdaSjn0x+Sx3J0Ga6IGQJzoop556apLRMuQv/uIvkow6aNTl53/+\n55OMejHUjeeQXpFWbQXmaNs7AftzoqzEGaJvkZApmz3BTn2woD+B9G2LL+rDu7BE21ljLSOdMdd4\nxxZUwFZ9jCOYAtakqY4S4wCWy/PaOj20MYzdOtZ19IeZG3Tb7FmYfkTv5txzz00ytjFMMaxlMjIb\n9DFp8MzRRx+dZGw72D97yt8u1tssWB+E/nCa1vtjTDm21ote9KIkY0y+ZGs/MCb4+4wzzkgy6qIA\nymRr4nVA+RlL7lezHLbGszd41kkzID5laOkCGYvovnheoqvmvrSejdvRa7rZ/GkajvdmnZ6dZnZA\nMTyFQqFQKBT2PHZOYSJbd2mA3S+7W2t3+2wwGXeF1u/x2XDLC+ROMgXeXZq5cZkd1wcJclo/pEhH\nHEdC2A2rM8MWUfa34LPaVpksAcxK07v/nbTGasFp08YnnXRSkq2eQV/60pcmGdk3++exZ2pLsTx/\n0UUXJRmlsFk6XMuiNQbtLZixxi/MDtY9SJJIWDAEUx0exz9CUoZtdZTw1hhdxD9N6x3r/9mK0b5y\nPO+pD3pWMCjJqMNCG8ImMEZtXWpP0avEdTPMqjoSuz1N4zuKdsF/j307JaM/HcqHXhCSO0wPjAhj\ngDTW0QexdG9dKluf0sb8TRme85znJBn7b+oniv5gnjFfGdMwjqRt5nEdZsdj3TpLZptsiWl2xF6/\ned7xwID157Yr3yrwt9Qsqlk6x1yb197W0THT1fK7s1MohqdQKBQKhcKex44yPIY91iKttHaEU1hC\nMCwBrhNzqYUWC2GJD+kEZod6oRdhnw3JyOyY3bKlSMuj507sfFs+Xbzbbkk1i8SCasWO2Z8w24Qn\nVvoLSZH76OhY0m2NB6xd3A72Y+F01oGtdhiTjuXTiupsT65TT71I/DAhlpRbbNM63rFbIE1HKqeM\nlkapL/XDo/eUAbF/Ju7RdjBbrsdOMDugxYZ7vtg6De/CZpGncJRwfllL0cnyOrwTlp9gFus7/dus\nAWWwbyfG5bRdbB1kK8yWbxefKKwDs0Tkwbgz8wMLZdaDcdxiMHfSanVRbMe+tyKxt/p6er01LlrY\n6RObYngKhUKhUCjseezq9nGWD4xFsegufH8wBttJdGaqzOjYG2eytX6WrnZTd6eFZSXXRWIHHUxw\nmRwle90+aDEAuzFG7d8E2ALSDGIrLtLU8qjlGXkVnZxV0cqjpXfm98yc2Nv7rHcOhDRtmDmYMm/J\n6GdpHuhLGDp7TDYbuIyfnWXhfmz1q2MszWPsSQOdJGAv/G7L3fDCb5jt4Dn60dHQgZm8Zcu6k9a7\n22HR9WyVdW+3v+fdnIXl4PtiFQqFQqFQKMxB3/czd051pFUoFAqFQmHPY1sO9+d+7uf2Rzm2YFFl\npe2o7xb+/M//PEnyZ3/2ZyuU7uDHE5/4xCTJb/7mbx7gkuwO/uAP/iBJ8uQnP3m/570brg+meOEL\nX5gkedaznrX0uzupOLzqEd12ef7u7/5ukrEP9xqYc8985jMPcEl2B89+9rOTHPi1cyeVyKdg7TxQ\n377dBN+9//pf/+sBLsnu4ClPecrc+8XwFAqFQqFQ2PM48Fp6E0wlx0VNJFtur3dbCv9ehBXp5ikF\n+p5NQq9O/YMCpV2o8zdKoPtTaXlZ2EmgTXqncIiRVvm368P9qbjeYrbom6n5NmEqWs7PaKuDQYm5\nhWXGVGttPBjQGmPzxpYDTTp8TWv+HUxrjp342Zmtg2G33j8QaLmlAMwfQpbgTDMZ68ucc+gMK6uX\nWXqhUCgUCoXCklhLhFl199UKLjbdKeIMjF077t7ZGfJrt/8txudg2NVP0SrXbp1LrwPvvml7QibM\nCjFg5gBX/za/tHSNoy7yWsZkdl1mxU7QPLZcppYTrZYzvFXLtUzZ/bfDgeB0jvaeZf47K9RLMva3\nnca5T12GndAjasGMIeOONYXrU/NuHEtyD+eNZpXtkG83TH8XrZ/ZROB5k2wNXMkvrAFhNnCw2BrX\ni5ZxFbScAlIWxhr1ndX2dp7JGkO/tcIV7IbzVqP1/XFICcrqbyEOM+2glsC+nmtOZyew3by1+wrK\n7rVmGh4DFzX0HfUgL/clDkeXdVjYQjE8hUKhUCgU9jzWYni2cz09S/pIxp0huzv+ngZZ5Jyde0cc\ncUSSMRiig9BZomOnaEl2N6QVSykOeOhgnNPyOhic3z2Q+iB2jw4sfdFHU8dfreB3lN/3aTsHT53F\n/q1bH5fB7t75ddBbO5ikHbhuNgG38WCRUBzLwgFfHR6EvsPxnkM0zIID99JHZgq4z1ilncir5X5/\nFhaVuj2PHTyTstIu6A8gbSajlGmGkrAbwOtUK5zNburGOAQBYwsmi3rBUiXjeDRT98///M9JxkCy\nMDwO3+B1bJ16+V23KXPMjjJpW/p1ykS6z61zRj+ylrTW0GUYyNazlKWlm0gZYNX4m+Cv6Ll89rOf\nTbL15ILv4NFHH73pPt9Bz0kHNl4ngK8ZT64zp/ibOpAn4w+Hl6wnydhXOI0k7InX2pbj1HXDvBTD\nUygUCoVCYc9jRxgen7+y20SCQvpAKjnkkEOSjBIHu77p+TRB5NglfvKTn0wy7t6REAhMilRJuAB2\njDsZEM+g3tTTkga7c+o11Wvhmetd73pJxh0sbYXUhTRqy6CdZHp8FuudOtd97oy0wv0pE4T0RX+4\nTWAazIo4iB5p0u/TIJCLwixTixVxEELqx3OMa9qLMWcGAImGfHmO96kr923ltQooo9lGrtOOlI12\n5DpS2rR+1J92oX7Myetf//qb0qJ+pGlX//Pq17LSoR7WE2pZeyD5Mu74RaKe1g9QT+pBuWFVzNBS\ntp0IyWCGk7zJ07o7rAdIyIzVafgerrnPb3nLWyYZ68/6a2aHNqMMU+Z9WbRCLViCJw+3hxn7ZFzb\nPd6op+c1/WSru1khf1posUTMDU4gaFNYELPhrAWkB7MDU0edSO/KK69MspURR5eHtuA7aAZwHUtD\n64tRZr5Z3IcpZOw6oPF0HaC8tL2DG9tCkrQYk2afl9YfXurpQqFQKBQKhashltr+tc7P2MWy62Q3\njtTBbp1d6Mc+9rEk466WneChhx66Ly92jfZPcMUVVyQZd4jeMXsnzE4QaW2V82hLG+wyfX7LbhWL\nMkDesBrJuGP93Oc+tyktymtdC3bJloB2IiAe56ZIBdNyJuPumzKTp60kpoEp6Rf6kTNs68/Yh4Yl\nE9JcZCffYgloU9qQPN2P1hdygE6kDa6bZTCjYR0P5skyPkdasB4JfWH9DbOP1nnjvakkSH/Sh8zj\nFsMBqzI9q59iFV0J60UhGZpNgjFkXjDerMs0DY5q6dJ6QbCJMFnkgWRLPW3Ftw7MYFmfzNI2c5Sy\nTdve89NrC/Wk33ieNL1m0v+LBC41PKYpE/VibbFPHbfpVL+KcQmb4vnLOmXdM/fXTrDkrGusU6Rt\nhpFx6dMN+g+WijFGO9BeMEbkR5/AsjJWyQcss7a0/OtYV9PBwGlnygBjyjiapss1s3DUk75lnlNf\nM0AeR4t+14vhKRQKhUKhsOexlg6Pd+HsWn2fnbf1atDQZgc59ZXBjo0dMrtzdnz2kYF0Qh5II+yc\nb3rTmyYZd9SLwJK59QrYXd/sZjdLMu5e2e3f4ha3SLJV3yjZalUCK0S9YL/IC50mn5PaymEZF03+\nhgAAIABJREFUWD/COiywT7aY8nm7z9KnafIsadsiz9JZS7KDPYQdXAT2D2G9ICRb6kEb2g8PUod1\nb5CASbclUVrHzT6KrIMwDx6DjDVLYy0rDVttzcrT7WW9KcYc7WH/Lfwi6dnyZB5cD/rbFlTWe6I+\n1hGwLtn0XdYr6wnYn4v71SxZi5WYYjt/LbYYJG37oUGXkX5kXsAMTMvDWmerQ8py61vfOsk4z2ER\naDPrFS6Dls6Lx5L1BT0eGTOUPRnXjhZr73nvPG1dSX8uMj7NlDCXmQukwVhCFwfwrcAXFPOXfmz5\nHULXh7HJ3z4RMKOzikdu+1WjvWw5R92pA+OH92a1q3WKYIuYY9SPMcl9f3uWZXZAMTyFQqFQKBT2\nPJZieLxb9JmotbO5zs6PHbklaOsdJOOOzhYU7Pj4RdLx2aYlvVWkFOAdK+1ghseWFNThwx/+8JYy\n8H/Kx/knO38YKUuXPG9WYBVdHt7xWT1t7vNowxYz0/Nj2shn20jqSESMDVgiysCYQM9gEelrOx8N\n5MHYIG/KZt9NZi4sbdIutiygb2ztxHvcN1OwCFw3xhx5ICnSbrQjedNHnrPT9rVFoHW7yAOGAHaS\nvkb65HpLgu66bgtjZSaAcXL44YcnGa2TqBfWVzyHZGjGYOqHx+sT45+x6X5nnltHi7IzR2fFJZvW\ndfoOefO3dY5grKiPdXrMxk4975qxskURY4W1hvp96EMfSjLOE3s9XgaWwK3vCMxE2EptVt6MZVuj\nbefLrMV+LLN22oM5bYWVI2OBMjEn7nKXuyQZ1xyYH/qI04Dzzz8/SXLuuecm2cpk0ofkawtKs5Du\ny3l1cnvZSpdvFHV1u1IXs7ToLU3Lybg2s2m2HbQsQZf1x1MMT6FQKBQKhT2Play0bKXS8ksx9e2R\njLsxS1DsUpE0klFKROq41a1ulWTcCaMPw5k2khzSjaVRdpTWYp9XT0tj7CrRp4GFoUzU4+1vf3uS\nrfom7JCTcfcMM2WtfJcTCRUJAcnBFlWrgLwtTZp5MOsGZkW6ZUduj9kAyQ1Gx21uCyd7e56F7aKV\nW3owS2JrM/qiFYvH1l/UybpqlphakeOXkTR9Fk5ZmQ+kZabT1os8x3ybltM6aYxBW7n57J55YB9S\nxrRdzR7TdkceeeSmtD32LM3b07LZvGRcI9Ah9Di3PoajPpvRo76L+Bl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TAAAg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\ng6WrJNub33U/NuUWWAVXLsaqdhVYZyTmk4gR7ienSJL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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4d541c3dd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(10, 10))\n",
    "im_plot(W_finetuned.T, shape=(28, 28), title='First 100 filters after fine-tuning',\n",
    "        imshow_params={'cmap': plt.cm.gray});\n",
    "plt.savefig('rbm_mnist_finetuned.png', dpi=196, bbox_inches='tight');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3) classification RBMs\n",
    "A third way to use RBMs for supervised problems is to jointly model distribution of the data along with the labels $\\mathbb{P}(\\mathbf{x},\\;\\mathbf{y})$. Such models are called **classification RBMs** (cRBMs). Currently, these are beyond of the scope of this repository."
   ]
  }
 ],
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   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
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    "name": "ipython",
    "version": 2
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   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
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  "latex_envs": {
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